{"id":"W4392129539","doi":"10.1016/j.habitatint.2024.103041","title":"The ‘peri-urban turn’: A systems thinking approach for a paradigm shift in reconceptualising urban-rural futures in the global South","year":2024,"lang":"en","type":"article","venue":"Habitat International","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of Glasgow; University College London","keywords":"Futures contract; Paradigm shift; Systems thinking; Turn (biochemistry); Business; Environmental planning; Economic growth; Geography; Economics; Computer science; Epistemology; Biology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009877846,0.0001323218,0.0001175695,0.00001584547,0.0002425181,0.0007438121,0.0005756782,0.00006938467,0.00001077406],"category_scores_gemma":[0.0001143588,0.00004018463,0.000106127,0.0002856426,0.00007973784,0.0002027572,0.00005696839,0.0001640004,0.000003266736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140692,"about_ca_system_score_gemma":0.00002721724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002992272,"about_ca_topic_score_gemma":0.001085151,"domain_scores_codex":[0.9986994,0.0001450139,0.0003057689,0.000248561,0.0003193948,0.0002818792],"domain_scores_gemma":[0.9993486,0.0004983833,0.00004711721,0.00004908225,0.0000307725,0.00002604023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001903848,0.0001152053,0.3992018,0.00006499134,0.00006964008,0.00002306286,0.03060798,0.0001628387,0.00006275568,0.5429833,0.009984138,0.01653397],"study_design_scores_gemma":[0.0003344521,0.00009915151,0.7831569,0.0001543971,0.000008896499,0.00002521231,0.06902696,0.008451662,0.000005262948,0.08630157,0.05208134,0.0003541567],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832935,0.002005958,0.00009142205,0.01118256,0.001067256,0.000674876,0.0000678229,0.00005088875,0.001565706],"genre_scores_gemma":[0.9987797,0.00001083454,0.00005005209,0.0001772449,0.0005647308,0.0001812135,0.0001023217,0.000001050692,0.0001329049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4566817,"threshold_uncertainty_score":0.7172596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045681507903287,"score_gpt":0.2504754609250299,"score_spread":0.230018645845997,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}